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from transformers import AutoTokenizer, AutoModelForCausalLM
import gradio as grad

codegen_tkn = AutoTokenizer.from_pretrained('Salesforce/codegen-350M-mono')
mdl = AutoModelForCausalLM.from_pretrained('Salesforce/codegen-350M-mono')

def codegen(intent):
    # given input as text which reflects intent of the program.
    # text = " write a function which takes 2 numbers as input
    # and returns the larger of the two"
    input_ids = codegen_tkn(intent, return_tensors = 'pt').input_ids
    gen_ids = mdl.generate(input_ids, max_length = 1024)
    response = codegen_tkn.decode(gen_ids[0], skip_special_tokens = True)

    return response

output = grad.Textbox(lines = 1, label = 'Generated Python Code', placeholder = '')
inp = grad.Textbox(lines = 1, label = 'Place your intent here')
grad.Interface(
    codegen,
    inputs = inp,
    outputs = output
).launch()